{"id":"W2916571996","doi":"10.2196/12985","title":"Short Message Service Text Message Support for Weight Loss in Patients With Prediabetes: Pragmatic Trial","year":2019,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prediabetes; Glycated hemoglobin; Medicine; Weight loss; Randomized controlled trial; Diabetes mellitus; Demography; Gerontology; Type 2 diabetes; Obesity; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002644943,0.001012267,0.001705555,0.0004680085,0.0005190807,0.0009017478,0.0005550701,0.001505062,0.009888666],"category_scores_gemma":[0.005239301,0.0003778228,0.002858212,0.0004828373,0.0007058468,0.001039164,0.0007838846,0.001964866,0.0005053802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026936,"about_ca_system_score_gemma":0.001826198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775284,"about_ca_topic_score_gemma":0.00249388,"domain_scores_codex":[0.9982941,0.001202451,0.0001517983,0.0001277047,0.00009632394,0.0001276423],"domain_scores_gemma":[0.9983058,0.000610103,0.0004349285,0.00009387429,0.00008704694,0.0004682413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9204119,0.013676,0.0019228,0.00426209,0.002908967,0.00008171912,0.0002443049,0.0003723995,0.0006103969,0.0003190045,0.001562249,0.05362812],"study_design_scores_gemma":[0.9294338,0.06386722,0.00368812,0.0003967431,0.0007916914,0.00002760606,0.0001033186,0.0004311056,0.000119253,0.0002828055,0.000840113,0.00001837465],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975275,0.006929172,0.0008168645,0.002500789,0.0008426005,0.009162848,0.0009071071,0.0001262757,0.003439428],"genre_scores_gemma":[0.9802771,0.002104461,0.002010519,0.001596751,0.0005426222,0.01159466,0.000425997,0.00001162933,0.001436385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009888666,"threshold_uncertainty_score":0.03308094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490055203208167,"score_gpt":0.3454100134649378,"score_spread":0.3305094614328561,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}